Torsten Hoefler
Torsten Hoefler has 2 papers in our library, in 2018–2024, most of them on Language models & pretraining; often with Amirkeivan Mohtashami, Bo Li, Dan Alistarh.
OpenAlex · ORCID · h-index 59 · 606 works · 13,606 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 829 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #4124
Affiliations
Fields, topics and concepts
📚 Shelves 8The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksComputer Vision and Pattern Recognition · 2 worksHardware and Architecture · 1 workArts and Humanities · 1 workEngineering · 1 workElectrical and Electronic Engineering · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
2010s
Papers
- Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency Analysis (2018 · 275 citations)
Training modern deep neural networks has become so computationally heavy that it effectively requires high-performance clusters. - QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs (2024 · 254 citations)
Quantizing large language models to 4 bits is hard because activations contain outliers: individual channels whose values are many times larger than the rest.
All works
- Graph of Thoughts: Solving Elaborate Problems with Large Language Models ↗arXiv:2308.09687 · Proceedings of the AAAI Conference on Artificial Intelligence 2024 (AAAI'24) · no summary yetMaciej Besta et al.2023 · 1,025 citations
- Demystifying Parallel and Distributed Deep Learning ↗ACM Computing Surveys · no summary yetTal Ben‐Nun, Torsten Hoefler2019 · 589 citations
- Demystifying Parallel and Distributed Deep Learning: An In-Depth Concurrency AnalysisACM Computing Surveys 2019Tal Ben-Nun, Torsten Hoefler2018 · 275 citations
- QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMsConference on Neural Information Processing Systems (NeurIPS)Saleh Ashkboos, Amirkeivan Mohtashami, Maximilian L. Croci, et al.2024 · 254 citations
Co-authors here
Venues
- ACM Computing Surveys 2019 ×2
- Annual Meeting of the Association for Computational Linguistics (ACL)
- Conference on Neural Information Processing Systems (NeurIPS): NeurIPS 2024
Cited by
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